Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 26064 |
| Missing cells | 16050 |
| Missing cells (%) | 4.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.8 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 12 |
| Categorical | 1 |
Power (kW) is highly overall correlated with Rear bearing temperature (°C) and 6 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
blade_angle is highly overall correlated with Rear bearing temperature (°C) | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 7 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
blade_angle has 2244 (8.6%) missing values | Missing |
Rear bearing temperature (°C) has 2244 (8.6%) missing values | Missing |
Nacelle ambient temperature (°C) has 2244 (8.6%) missing values | Missing |
Front bearing temperature (°C) has 2244 (8.6%) missing values | Missing |
Tower Acceleration X (mm/ss) has 2244 (8.6%) missing values | Missing |
Tower Acceleration y (mm/ss) has 2244 (8.6%) missing values | Missing |
Metal particle count counter has 2244 (8.6%) missing values | Missing |
# Date and time has unique values | Unique |
blade_angle has 7713 (29.6%) zeros | Zeros |
Rotor speed (RPM) has 1116 (4.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 12:02:20.226970 |
|---|---|
| Analysis finished | 2023-07-08 12:02:34.551830 |
| Duration | 14.32 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 26064 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 203.8 KiB |
| Minimum | 2021-01-01 00:00:00 |
|---|---|
| Maximum | 2021-06-30 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 25885 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 57 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 586.54969 |
| Minimum | -15.71641 |
|---|---|
| Maximum | 2074.6767 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 3738 |
| Negative (%) | 14.3% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | -15.71641 |
|---|---|
| 5-th percentile | -3.4763557 |
| Q1 | 76.232915 |
| median | 312.61178 |
| Q3 | 905.17785 |
| 95-th percentile | 2012.8625 |
| Maximum | 2074.6767 |
| Range | 2090.3931 |
| Interquartile range (IQR) | 828.94493 |
Descriptive statistics
| Standard deviation | 650.09986 |
|---|---|
| Coefficient of variation (CV) | 1.1083458 |
| Kurtosis | -0.11734487 |
| Mean | 586.54969 |
| Median Absolute Deviation (MAD) | 301.25331 |
| Skewness | 1.0967148 |
| Sum | 15254398 |
| Variance | 422629.83 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.5 | 5 | < 0.1% |
| -1.620000005 | 5 | < 0.1% |
| -2.950000048 | 4 | < 0.1% |
| -1.539999962 | 4 | < 0.1% |
| -1.580000043 | 4 | < 0.1% |
| -1.419999957 | 4 | < 0.1% |
| -1.629999995 | 4 | < 0.1% |
| -2.019999981 | 4 | < 0.1% |
| -1.50999999 | 4 | < 0.1% |
| -1.110000014 | 4 | < 0.1% |
| Other values (25875) | 25965 | |
| (Missing) | 57 | 0.2% |
| Value | Count | Frequency (%) |
| -15.71640959 | 1 | |
| -14.61186948 | 1 | |
| -14.54417365 | 1 | |
| -13.72473993 | 1 | |
| -13.71829612 | 1 | |
| -13.59291015 | 1 | |
| -13.17220459 | 1 | |
| -13.14063615 | 1 | |
| -13.10871906 | 1 | |
| -13.02244015 | 1 |
| Value | Count | Frequency (%) |
| 2074.676697 | 1 | |
| 2073.81875 | 1 | |
| 2073.634131 | 1 | |
| 2073.083582 | 1 | |
| 2073.017938 | 1 | |
| 2072.765998 | 1 | |
| 2072.390895 | 1 | |
| 2070.608997 | 1 | |
| 2070.281946 | 1 | |
| 2070.220044 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 25826 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 57 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179.04556 |
| Minimum | 0.026799623 |
|---|---|
| Maximum | 359.98001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0.026799623 |
|---|---|
| 5-th percentile | 19.593003 |
| Q1 | 71.609738 |
| median | 198.91985 |
| Q3 | 264.82019 |
| 95-th percentile | 329.73644 |
| Maximum | 359.98001 |
| Range | 359.95321 |
| Interquartile range (IQR) | 193.21045 |
Descriptive statistics
| Standard deviation | 103.69617 |
|---|---|
| Coefficient of variation (CV) | 0.57916083 |
| Kurtosis | -1.2939179 |
| Mean | 179.04556 |
| Median Absolute Deviation (MAD) | 89.554677 |
| Skewness | -0.16368753 |
| Sum | 4656437.8 |
| Variance | 10752.896 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 41.27000046 | 4 | < 0.1% |
| 40.91999817 | 3 | < 0.1% |
| 50.11000061 | 3 | < 0.1% |
| 34.59999847 | 3 | < 0.1% |
| 34.43000031 | 3 | < 0.1% |
| 42.72000122 | 3 | < 0.1% |
| 37.31000137 | 3 | < 0.1% |
| 41.34000015 | 3 | < 0.1% |
| 27.54999924 | 3 | < 0.1% |
| 53.13999939 | 3 | < 0.1% |
| Other values (25816) | 25976 | |
| (Missing) | 57 | 0.2% |
| Value | Count | Frequency (%) |
| 0.02679962305 | 1 | |
| 0.02972330344 | 1 | |
| 0.04288876968 | 1 | |
| 0.04669834521 | 1 | |
| 0.05145375692 | 1 | |
| 0.0535007241 | 1 | |
| 0.1143193258 | 1 | |
| 0.1299999952 | 1 | |
| 0.1599999964 | 1 | |
| 0.1700000018 | 1 |
| Value | Count | Frequency (%) |
| 359.980011 | 2 | |
| 359.9787147 | 1 | |
| 359.9639333 | 1 | |
| 359.9427708 | 1 | |
| 359.9221752 | 1 | |
| 359.8888171 | 1 | |
| 359.8299225 | 1 | |
| 359.8298555 | 1 | |
| 359.8268278 | 1 | |
| 359.7959098 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 7214 |
|---|---|
| Distinct (%) | 27.7% |
| Missing | 57 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179.33645 |
| Minimum | 0.0038029494 |
|---|---|
| Maximum | 359.95001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0.0038029494 |
|---|---|
| 5-th percentile | 19.873941 |
| Q1 | 71.459 |
| median | 199.08542 |
| Q3 | 265.72765 |
| 95-th percentile | 330.48395 |
| Maximum | 359.95001 |
| Range | 359.94621 |
| Interquartile range (IQR) | 194.26865 |
Descriptive statistics
| Standard deviation | 103.89494 |
|---|---|
| Coefficient of variation (CV) | 0.57932972 |
| Kurtosis | -1.2970828 |
| Mean | 179.33645 |
| Median Absolute Deviation (MAD) | 90.788303 |
| Skewness | -0.1656511 |
| Sum | 4664003.1 |
| Variance | 10794.158 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 267.9224243 | 158 | 0.6% |
| 38.52999878 | 96 | 0.4% |
| 227.3127136 | 87 | 0.3% |
| 264.6297302 | 79 | 0.3% |
| 196.5805969 | 79 | 0.3% |
| 41.82509232 | 75 | 0.3% |
| 69.26449585 | 75 | 0.3% |
| 262.4346008 | 75 | 0.3% |
| 263.5316162 | 73 | 0.3% |
| 142.8009186 | 72 | 0.3% |
| Other values (7204) | 25138 |
| Value | Count | Frequency (%) |
| 0.003802949413 | 1 | < 0.1% |
| 0.09000000358 | 1 | < 0.1% |
| 0.1178577021 | 7 | < 0.1% |
| 0.1178588867 | 3 | < 0.1% |
| 0.1181895733 | 1 | < 0.1% |
| 0.1182251051 | 15 | 0.1% |
| 0.1183154583 | 5 | < 0.1% |
| 0.1183166578 | 47 | |
| 0.1183173656 | 4 | < 0.1% |
| 0.1199999973 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 359.9500122 | 1 | < 0.1% |
| 359.8517633 | 1 | < 0.1% |
| 359.400066 | 1 | < 0.1% |
| 359.3846459 | 1 | < 0.1% |
| 359.3299866 | 1 | < 0.1% |
| 359.2943095 | 1 | < 0.1% |
| 359.2907683 | 1 | < 0.1% |
| 359.2379587 | 1 | < 0.1% |
| 359.2099915 | 1 | < 0.1% |
| 359.020752 | 11 |
blade_angle
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 9100 |
|---|---|
| Distinct (%) | 38.2% |
| Missing | 2244 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6696473 |
| Minimum | 0 |
|---|---|
| Maximum | 92.522224 |
| Zeros | 7713 |
| Zeros (%) | 29.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.39483333 |
| Q3 | 3.3887917 |
| 95-th percentile | 44.996667 |
| Maximum | 92.522224 |
| Range | 92.522224 |
| Interquartile range (IQR) | 3.3887917 |
Descriptive statistics
| Standard deviation | 19.614168 |
|---|---|
| Coefficient of variation (CV) | 2.2623951 |
| Kurtosis | 7.2589693 |
| Mean | 8.6696473 |
| Median Absolute Deviation (MAD) | 0.39483333 |
| Skewness | 2.739623 |
| Sum | 206511 |
| Variance | 384.71558 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7713 | |
| 44.99666723 | 2041 | 7.8% |
| 1.49666667 | 698 | 2.7% |
| 89.99666595 | 488 | 1.9% |
| 0.02483333349 | 395 | 1.5% |
| 0.04966666698 | 199 | 0.8% |
| 0.07450000048 | 122 | 0.5% |
| 0.4966666698 | 109 | 0.4% |
| 92.49666595 | 80 | 0.3% |
| 1.47166667 | 79 | 0.3% |
| Other values (9090) | 11896 | |
| (Missing) | 2244 | 8.6% |
| Value | Count | Frequency (%) |
| 0 | 7713 | |
| 0.0001666666629 | 7 | < 0.1% |
| 0.0001754385926 | 1 | < 0.1% |
| 0.0003333333259 | 14 | 0.1% |
| 0.0004999999888 | 10 | < 0.1% |
| 0.0006666666518 | 5 | < 0.1% |
| 0.0007017543703 | 1 | < 0.1% |
| 0.0008333333147 | 5 | < 0.1% |
| 0.0009999999776 | 2 | < 0.1% |
| 0.001166666641 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.52222443 | 1 | < 0.1% |
| 92.52000173 | 1 | < 0.1% |
| 92.49666595 | 80 | |
| 92.46349932 | 1 | < 0.1% |
| 92.31466624 | 1 | < 0.1% |
| 92.23789402 | 1 | < 0.1% |
| 92.21983223 | 1 | < 0.1% |
| 92.15866648 | 1 | < 0.1% |
| 92.12166595 | 1 | < 0.1% |
| 92.06549975 | 1 | < 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 19861 |
|---|---|
| Distinct (%) | 83.4% |
| Missing | 2244 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.808296 |
| Minimum | 10.27 |
|---|---|
| Maximum | 73.4125 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 10.27 |
|---|---|
| 5-th percentile | 35.59475 |
| Q1 | 60.3275 |
| median | 66.15 |
| Q3 | 68.445469 |
| 95-th percentile | 70.564999 |
| Maximum | 73.4125 |
| Range | 63.1425 |
| Interquartile range (IQR) | 8.1179693 |
Descriptive statistics
| Standard deviation | 10.984898 |
|---|---|
| Coefficient of variation (CV) | 0.17772531 |
| Kurtosis | 3.9425326 |
| Mean | 61.808296 |
| Median Absolute Deviation (MAD) | 2.9700001 |
| Skewness | -2.0454136 |
| Sum | 1472273.6 |
| Variance | 120.66799 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 67.46749992 | 7 | < 0.1% |
| 67.74749985 | 6 | < 0.1% |
| 68.04249992 | 6 | < 0.1% |
| 66.57750015 | 6 | < 0.1% |
| 68.27749939 | 6 | < 0.1% |
| 67.70250053 | 5 | < 0.1% |
| 67.41750069 | 5 | < 0.1% |
| 67.9875 | 5 | < 0.1% |
| 69.63500023 | 5 | < 0.1% |
| 67.22500038 | 5 | < 0.1% |
| Other values (19851) | 23764 | |
| (Missing) | 2244 | 8.6% |
| Value | Count | Frequency (%) |
| 10.27000008 | 1 | |
| 10.30000019 | 1 | |
| 10.32250009 | 1 | |
| 10.32750006 | 1 | |
| 10.38249974 | 1 | |
| 10.39999962 | 2 | |
| 10.43499975 | 1 | |
| 10.56000023 | 1 | |
| 10.60000038 | 1 | |
| 10.64500012 | 1 |
| Value | Count | Frequency (%) |
| 73.41249962 | 1 | |
| 73.30999985 | 1 | |
| 73.24250031 | 1 | |
| 73.20750008 | 1 | |
| 73.11500015 | 1 | |
| 73.07749977 | 1 | |
| 72.86999969 | 1 | |
| 72.79749985 | 1 | |
| 72.78684194 | 1 | |
| 72.75277752 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 23417 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 57 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.060644 |
| Minimum | 0 |
|---|---|
| Maximum | 15.298164 |
| Zeros | 1116 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.10007291 |
| Q1 | 9.0142237 |
| median | 10.111669 |
| Q3 | 13.679402 |
| 95-th percentile | 15.160591 |
| Maximum | 15.298164 |
| Range | 15.298164 |
| Interquartile range (IQR) | 4.6651786 |
Descriptive statistics
| Standard deviation | 4.3959694 |
|---|---|
| Coefficient of variation (CV) | 0.43694712 |
| Kurtosis | 0.32595926 |
| Mean | 10.060644 |
| Median Absolute Deviation (MAD) | 2.0583314 |
| Skewness | -0.99313989 |
| Sum | 261647.17 |
| Variance | 19.324547 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1116 | 4.3% |
| 8.989999771 | 188 | 0.7% |
| 9 | 36 | 0.1% |
| 9.010000229 | 32 | 0.1% |
| 9.020000458 | 30 | 0.1% |
| 9.039999962 | 27 | 0.1% |
| 9.029999733 | 23 | 0.1% |
| 9.079999924 | 21 | 0.1% |
| 9.06000042 | 18 | 0.1% |
| 9.069999695 | 18 | 0.1% |
| Other values (23407) | 24498 | |
| (Missing) | 57 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 1116 | |
| 8.050001634 × 10-5 | 1 | < 0.1% |
| 0.001218000281 | 1 | < 0.1% |
| 0.002950000843 | 1 | < 0.1% |
| 0.008928000927 | 1 | < 0.1% |
| 0.009504001122 | 1 | < 0.1% |
| 0.009999999776 | 1 | < 0.1% |
| 0.01050000242 | 7 | < 0.1% |
| 0.0110000018 | 6 | < 0.1% |
| 0.01150000188 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.29816374 | 1 | |
| 15.28837511 | 1 | |
| 15.28808995 | 1 | |
| 15.28667915 | 1 | |
| 15.27377285 | 1 | |
| 15.27341992 | 1 | |
| 15.27253023 | 1 | |
| 15.27202664 | 1 | |
| 15.26989728 | 1 | |
| 15.26868385 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 25817 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 57 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1194.4402 |
| Minimum | -26.842354 |
|---|---|
| Maximum | 1813.6926 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Negative | 148 |
| Negative (%) | 0.6% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | -26.842354 |
|---|---|
| 5-th percentile | 16.780314 |
| Q1 | 1071.7416 |
| median | 1201.295 |
| Q3 | 1623.0419 |
| 95-th percentile | 1797.3455 |
| Maximum | 1813.6926 |
| Range | 1840.5349 |
| Interquartile range (IQR) | 551.30034 |
Descriptive statistics
| Standard deviation | 520.81722 |
|---|---|
| Coefficient of variation (CV) | 0.43603458 |
| Kurtosis | 0.33441515 |
| Mean | 1194.4402 |
| Median Absolute Deviation (MAD) | 243.27886 |
| Skewness | -0.99901323 |
| Sum | 31063805 |
| Variance | 271250.58 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13 | < 0.1% |
| 1070.890015 | 8 | < 0.1% |
| 1070.849976 | 8 | < 0.1% |
| 1070.900024 | 7 | < 0.1% |
| 1070.98999 | 7 | < 0.1% |
| 1070.920044 | 7 | < 0.1% |
| 1070.969971 | 7 | < 0.1% |
| 1070.930054 | 7 | < 0.1% |
| 1070.949951 | 7 | < 0.1% |
| 1070.910034 | 6 | < 0.1% |
| Other values (25807) | 25930 | |
| (Missing) | 57 | 0.2% |
| Value | Count | Frequency (%) |
| -26.8423537 | 1 | |
| -0.5083612623 | 1 | |
| -0.5068035414 | 1 | |
| -0.4990808093 | 1 | |
| -0.4937275301 | 1 | |
| -0.4874308747 | 1 | |
| -0.4686366921 | 1 | |
| -0.4620906073 | 1 | |
| -0.4514498902 | 1 | |
| -0.292277963 | 1 |
| Value | Count | Frequency (%) |
| 1813.692566 | 1 | |
| 1811.131451 | 1 | |
| 1811.122547 | 1 | |
| 1811.095705 | 1 | |
| 1810.985557 | 1 | |
| 1810.36381 | 1 | |
| 1810.340572 | 1 | |
| 1810.257826 | 1 | |
| 1809.907642 | 1 | |
| 1809.409035 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
| Distinct | 18096 |
|---|---|
| Distinct (%) | 76.0% |
| Missing | 2244 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0473337 |
| Minimum | -3.63 |
|---|---|
| Maximum | 27.47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1158 |
| Negative (%) | 4.4% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | -3.63 |
|---|---|
| 5-th percentile | 0.065000001 |
| Q1 | 4.1199999 |
| median | 7.5884868 |
| Q3 | 10.89 |
| 95-th percentile | 19.287625 |
| Maximum | 27.47 |
| Range | 31.1 |
| Interquartile range (IQR) | 6.7700001 |
Descriptive statistics
| Standard deviation | 5.5604417 |
|---|---|
| Coefficient of variation (CV) | 0.69096696 |
| Kurtosis | 0.22267058 |
| Mean | 8.0473337 |
| Median Absolute Deviation (MAD) | 3.393487 |
| Skewness | 0.62536156 |
| Sum | 191687.49 |
| Variance | 30.918512 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.099999905 | 40 | 0.2% |
| 6.400000095 | 34 | 0.1% |
| 6.099999905 | 32 | 0.1% |
| 6 | 31 | 0.1% |
| 0.8999999762 | 31 | 0.1% |
| 3.799999952 | 30 | 0.1% |
| 1.200000048 | 30 | 0.1% |
| 6.300000191 | 29 | 0.1% |
| 3.200000048 | 28 | 0.1% |
| 9.300000191 | 27 | 0.1% |
| Other values (18086) | 23508 | |
| (Missing) | 2244 | 8.6% |
| Value | Count | Frequency (%) |
| -3.629999995 | 1 | < 0.1% |
| -3.549999976 | 1 | < 0.1% |
| -3.53157893 | 1 | < 0.1% |
| -3.505263153 | 1 | < 0.1% |
| -3.5 | 3 | |
| -3.497500002 | 1 | < 0.1% |
| -3.432500064 | 1 | < 0.1% |
| -3.412500083 | 1 | < 0.1% |
| -3.397500086 | 1 | < 0.1% |
| -3.395000076 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 27.46999998 | 1 | |
| 27.24500008 | 1 | |
| 27.08500013 | 1 | |
| 26.88250008 | 1 | |
| 26.84500027 | 1 | |
| 26.71000004 | 1 | |
| 26.60500011 | 1 | |
| 26.55750027 | 1 | |
| 26.53250027 | 1 | |
| 26.52500019 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 20359 |
|---|---|
| Distinct (%) | 85.5% |
| Missing | 2244 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.592418 |
| Minimum | 10.3 |
|---|---|
| Maximum | 84.025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 10.3 |
|---|---|
| 5-th percentile | 35.77875 |
| Q1 | 58.184375 |
| median | 68.652786 |
| Q3 | 72.762499 |
| 95-th percentile | 74.44 |
| Maximum | 84.025 |
| Range | 73.724999 |
| Interquartile range (IQR) | 14.578124 |
Descriptive statistics
| Standard deviation | 12.649154 |
|---|---|
| Coefficient of variation (CV) | 0.19890979 |
| Kurtosis | 1.7553008 |
| Mean | 63.592418 |
| Median Absolute Deviation (MAD) | 4.9722112 |
| Skewness | -1.4759622 |
| Sum | 1514771.4 |
| Variance | 160.0011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 73.08499947 | 7 | < 0.1% |
| 72.98499947 | 7 | < 0.1% |
| 72.50999985 | 6 | < 0.1% |
| 73.49250031 | 6 | < 0.1% |
| 73.875 | 6 | < 0.1% |
| 72.89500008 | 6 | < 0.1% |
| 73.48250008 | 6 | < 0.1% |
| 73.07249985 | 6 | < 0.1% |
| 74.1875 | 5 | < 0.1% |
| 72.26999931 | 5 | < 0.1% |
| Other values (20349) | 23760 | |
| (Missing) | 2244 | 8.6% |
| Value | Count | Frequency (%) |
| 10.30000019 | 3 | |
| 10.38249974 | 1 | < 0.1% |
| 10.39999962 | 4 | |
| 10.53000011 | 1 | < 0.1% |
| 10.60000038 | 1 | < 0.1% |
| 10.66749997 | 1 | < 0.1% |
| 10.69999981 | 1 | < 0.1% |
| 10.73249993 | 1 | < 0.1% |
| 10.80000019 | 3 | |
| 10.9631579 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 84.02499962 | 1 | |
| 83.8400013 | 1 | |
| 83.60500107 | 1 | |
| 83.37750053 | 1 | |
| 83.37250023 | 1 | |
| 83.28250008 | 1 | |
| 83.21250038 | 1 | |
| 83.18499985 | 1 | |
| 83.03749847 | 1 | |
| 82.8400013 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 23820 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2244 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.899644 |
| Minimum | 1.7278201 |
|---|---|
| Maximum | 223.24126 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 1.7278201 |
|---|---|
| 5-th percentile | 3.3679201 |
| Q1 | 37.46433 |
| median | 59.521188 |
| Q3 | 87.739519 |
| 95-th percentile | 130.89642 |
| Maximum | 223.24126 |
| Range | 221.51344 |
| Interquartile range (IQR) | 50.27519 |
Descriptive statistics
| Standard deviation | 38.268912 |
|---|---|
| Coefficient of variation (CV) | 0.60841222 |
| Kurtosis | -0.22187919 |
| Mean | 62.899644 |
| Median Absolute Deviation (MAD) | 24.839877 |
| Skewness | 0.39032576 |
| Sum | 1498269.5 |
| Variance | 1464.5096 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22.59617634 | 1 | < 0.1% |
| 39.32512574 | 1 | < 0.1% |
| 63.74563036 | 1 | < 0.1% |
| 31.82580526 | 1 | < 0.1% |
| 61.21285982 | 1 | < 0.1% |
| 31.48046505 | 1 | < 0.1% |
| 54.142906 | 1 | < 0.1% |
| 39.59911723 | 1 | < 0.1% |
| 63.58062506 | 1 | < 0.1% |
| 55.5676199 | 1 | < 0.1% |
| Other values (23810) | 23810 | |
| (Missing) | 2244 | 8.6% |
| Value | Count | Frequency (%) |
| 1.727820104 | 1 | |
| 1.942200869 | 1 | |
| 1.945634437 | 1 | |
| 1.953209792 | 1 | |
| 1.955426972 | 1 | |
| 1.966307018 | 1 | |
| 1.969803015 | 1 | |
| 1.993144663 | 1 | |
| 2.071254152 | 1 | |
| 2.085901836 | 1 |
| Value | Count | Frequency (%) |
| 223.2412621 | 1 | |
| 222.866268 | 1 | |
| 221.9289371 | 1 | |
| 217.1733174 | 1 | |
| 216.4193492 | 1 | |
| 212.877227 | 1 | |
| 205.3702022 | 1 | |
| 204.6637642 | 1 | |
| 204.0840401 | 1 | |
| 202.6945809 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 24558 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 57 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9163947 |
| Minimum | 0.1534126 |
|---|---|
| Maximum | 21.456494 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 0.1534126 |
|---|---|
| 5-th percentile | 2.0618477 |
| Q1 | 3.8434461 |
| median | 5.4747564 |
| Q3 | 7.5625272 |
| 95-th percentile | 11.311521 |
| Maximum | 21.456494 |
| Range | 21.303081 |
| Interquartile range (IQR) | 3.7190811 |
Descriptive statistics
| Standard deviation | 2.8271715 |
|---|---|
| Coefficient of variation (CV) | 0.47785376 |
| Kurtosis | 0.46589427 |
| Mean | 5.9163947 |
| Median Absolute Deviation (MAD) | 1.8233016 |
| Skewness | 0.74058562 |
| Sum | 153867.68 |
| Variance | 7.9928986 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.789999962 | 11 | < 0.1% |
| 5.369999886 | 10 | < 0.1% |
| 4.900000095 | 10 | < 0.1% |
| 5.269999981 | 9 | < 0.1% |
| 3.940000057 | 9 | < 0.1% |
| 4.699999809 | 9 | < 0.1% |
| 4.429999828 | 8 | < 0.1% |
| 5.059999943 | 8 | < 0.1% |
| 7.550000191 | 8 | < 0.1% |
| 5.010000229 | 8 | < 0.1% |
| Other values (24548) | 25917 | |
| (Missing) | 57 | 0.2% |
| Value | Count | Frequency (%) |
| 0.1534125978 | 1 | |
| 0.217331608 | 1 | |
| 0.218231453 | 1 | |
| 0.2331002884 | 1 | |
| 0.2456646264 | 1 | |
| 0.2564251497 | 1 | |
| 0.2860689349 | 1 | |
| 0.3013500445 | 1 | |
| 0.3192680769 | 1 | |
| 0.3321002871 | 1 |
| Value | Count | Frequency (%) |
| 21.45649366 | 1 | |
| 21.01492853 | 1 | |
| 20.37379866 | 1 | |
| 20.32031411 | 1 | |
| 20.30840321 | 1 | |
| 20.07488661 | 1 | |
| 19.70247615 | 1 | |
| 19.49005656 | 1 | |
| 19.47865925 | 1 | |
| 19.46470032 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 23820 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2244 |
| Missing (%) | 8.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.243895 |
| Minimum | 1.7510436 |
|---|---|
| Maximum | 149.67504 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 203.8 KiB |
Quantile statistics
| Minimum | 1.7510436 |
|---|---|
| 5-th percentile | 3.3341609 |
| Q1 | 16.028561 |
| median | 23.603127 |
| Q3 | 36.338566 |
| 95-th percentile | 61.115087 |
| Maximum | 149.67504 |
| Range | 147.924 |
| Interquartile range (IQR) | 20.310005 |
Descriptive statistics
| Standard deviation | 17.423565 |
|---|---|
| Coefficient of variation (CV) | 0.63954016 |
| Kurtosis | 1.5967135 |
| Mean | 27.243895 |
| Median Absolute Deviation (MAD) | 9.7007257 |
| Skewness | 1.0430737 |
| Sum | 648949.57 |
| Variance | 303.5806 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.28735064 | 1 | < 0.1% |
| 16.94487838 | 1 | < 0.1% |
| 23.79099665 | 1 | < 0.1% |
| 17.22223105 | 1 | < 0.1% |
| 25.70797145 | 1 | < 0.1% |
| 19.67439306 | 1 | < 0.1% |
| 19.85276275 | 1 | < 0.1% |
| 30.75970325 | 1 | < 0.1% |
| 22.94221454 | 1 | < 0.1% |
| 33.22994347 | 1 | < 0.1% |
| Other values (23810) | 23810 | |
| (Missing) | 2244 | 8.6% |
| Value | Count | Frequency (%) |
| 1.751043613 | 1 | |
| 1.854043037 | 1 | |
| 2.028895257 | 1 | |
| 2.035457241 | 1 | |
| 2.041154361 | 1 | |
| 2.053697926 | 1 | |
| 2.131821811 | 1 | |
| 2.137553095 | 1 | |
| 2.139793236 | 1 | |
| 2.142283609 | 1 |
| Value | Count | Frequency (%) |
| 149.6750391 | 1 | |
| 145.6273895 | 1 | |
| 134.3644958 | 1 | |
| 133.4145958 | 1 | |
| 131.4149296 | 1 | |
| 126.3254455 | 1 | |
| 126.0633268 | 1 | |
| 125.6462119 | 1 | |
| 123.667559 | 1 | |
| 120.890539 | 1 |
Metal particle count counter
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2244 |
| Missing (%) | 8.6% |
| Memory size | 203.8 KiB |
| 429.0 | |
|---|---|
| 430.0 | |
| 431.0 | |
| 428.0 | |
| 427.0 | 853 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 119100 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 427.0 |
|---|---|
| 2nd row | 427.0 |
| 3rd row | 427.0 |
| 4th row | 427.0 |
| 5th row | 427.0 |
Common Values
| Value | Count | Frequency (%) |
| 429.0 | 11983 | |
| 430.0 | 5354 | |
| 431.0 | 4151 | 15.9% |
| 428.0 | 1479 | 5.7% |
| 427.0 | 853 | 3.3% |
| (Missing) | 2244 | 8.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 429.0 | 11983 | |
| 430.0 | 5354 | |
| 431.0 | 4151 | 17.4% |
| 428.0 | 1479 | 6.2% |
| 427.0 | 853 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 29174 | |
| 4 | 23820 | |
| . | 23820 | |
| 2 | 14315 | |
| 9 | 11983 | |
| 3 | 9505 | 8.0% |
| 1 | 4151 | 3.5% |
| 8 | 1479 | 1.2% |
| 7 | 853 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 95280 | |
| Other Punctuation | 23820 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 29174 | |
| 4 | 23820 | |
| 2 | 14315 | |
| 9 | 11983 | |
| 3 | 9505 | 10.0% |
| 1 | 4151 | 4.4% |
| 8 | 1479 | 1.6% |
| 7 | 853 | 0.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 23820 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 119100 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 29174 | |
| 4 | 23820 | |
| . | 23820 | |
| 2 | 14315 | |
| 9 | 11983 | |
| 3 | 9505 | 8.0% |
| 1 | 4151 | 3.5% |
| 8 | 1479 | 1.2% |
| 7 | 853 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 119100 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 29174 | |
| 4 | 23820 | |
| . | 23820 | |
| 2 | 14315 | |
| 9 | 11983 | |
| 3 | 9505 | 8.0% |
| 1 | 4151 | 3.5% |
| 8 | 1479 | 1.2% |
| 7 | 853 | 0.7% |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.047 | 0.041 | -0.396 | 0.753 | 0.982 | 0.982 | -0.124 | 0.939 | 0.643 | 0.964 | 0.805 | 0.193 |
| Wind direction (°) | 0.047 | 1.000 | 0.901 | -0.077 | 0.095 | 0.051 | 0.049 | 0.122 | 0.095 | 0.100 | 0.052 | 0.104 | 0.229 |
| Nacelle position (°) | 0.041 | 0.901 | 1.000 | -0.067 | 0.080 | 0.045 | 0.043 | 0.118 | 0.084 | 0.088 | 0.045 | 0.095 | 0.224 |
| blade_angle | -0.396 | -0.077 | -0.067 | 1.000 | -0.567 | -0.388 | -0.390 | 0.198 | -0.452 | -0.203 | -0.349 | -0.205 | 0.114 |
| Rear bearing temperature (°C) | 0.753 | 0.095 | 0.080 | -0.567 | 1.000 | 0.749 | 0.747 | 0.027 | 0.834 | 0.513 | 0.712 | 0.579 | 0.215 |
| Rotor speed (RPM) | 0.982 | 0.051 | 0.045 | -0.388 | 0.749 | 1.000 | 0.999 | -0.118 | 0.935 | 0.681 | 0.945 | 0.829 | 0.191 |
| Generator RPM (RPM) | 0.982 | 0.049 | 0.043 | -0.390 | 0.747 | 0.999 | 1.000 | -0.126 | 0.935 | 0.679 | 0.946 | 0.828 | 0.192 |
| Nacelle ambient temperature (°C) | -0.124 | 0.122 | 0.118 | 0.198 | 0.027 | -0.118 | -0.126 | 1.000 | -0.114 | 0.047 | -0.150 | -0.004 | 0.421 |
| Front bearing temperature (°C) | 0.939 | 0.095 | 0.084 | -0.452 | 0.834 | 0.935 | 0.935 | -0.114 | 1.000 | 0.601 | 0.902 | 0.750 | 0.238 |
| Tower Acceleration X (mm/ss) | 0.643 | 0.100 | 0.088 | -0.203 | 0.513 | 0.681 | 0.679 | 0.047 | 0.601 | 1.000 | 0.583 | 0.883 | 0.159 |
| Wind speed (m/s) | 0.964 | 0.052 | 0.045 | -0.349 | 0.712 | 0.945 | 0.946 | -0.150 | 0.902 | 0.583 | 1.000 | 0.764 | 0.187 |
| Tower Acceleration y (mm/ss) | 0.805 | 0.104 | 0.095 | -0.205 | 0.579 | 0.829 | 0.828 | -0.004 | 0.750 | 0.883 | 0.764 | 1.000 | 0.163 |
| Metal particle count counter | 0.193 | 0.229 | 0.224 | 0.114 | 0.215 | 0.191 | 0.192 | 0.421 | 0.238 | 0.159 | 0.187 | 0.163 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2021-01-01 00:00:00 | 368.901584 | 304.503192 | 292.068848 | 0.0 | 65.507499 | 10.472839 | 1244.110937 | 1.010000 | 66.512498 | 22.596176 | 5.608035 | 10.287351 | 427.0 |
| 1 | 2021-01-01 00:10:00 | 392.556922 | 303.958125 | 292.068848 | 0.0 | 66.255000 | 10.637209 | 1263.593285 | 0.612500 | 67.827499 | 34.832909 | 5.656520 | 14.871085 | 427.0 |
| 2 | 2021-01-01 00:20:00 | 343.706641 | 302.359788 | 292.068848 | 0.0 | 65.782500 | 10.211778 | 1215.010403 | -0.152500 | 67.405001 | 40.580733 | 5.530760 | 15.981503 | 427.0 |
| 3 | 2021-01-01 00:30:00 | 332.474633 | 305.378038 | 292.068848 | 0.0 | 66.260000 | 10.156303 | 1206.525427 | -0.490000 | 67.910000 | 55.724571 | 5.178295 | 23.814625 | 427.0 |
| 4 | 2021-01-01 00:40:00 | 314.817380 | 296.362417 | 292.068848 | 0.0 | 65.717501 | 9.967506 | 1184.718527 | -0.440000 | 67.217501 | 37.824323 | 5.745138 | 17.453197 | 427.0 |
| 5 | 2021-01-01 00:50:00 | 362.447025 | 289.427405 | 292.068848 | 0.0 | 66.457500 | 10.419863 | 1238.703558 | -0.295000 | 67.899999 | 39.275334 | 5.868021 | 16.190434 | 427.0 |
| 6 | 2021-01-01 01:00:00 | 342.113658 | 293.516806 | 292.068848 | 0.0 | 66.367647 | 10.216284 | 1212.217692 | -0.114706 | 67.955881 | 43.723550 | 5.918093 | 15.102848 | 427.0 |
| 7 | 2021-01-01 01:10:00 | 327.701140 | 297.012696 | 292.068848 | 0.0 | 66.477500 | 10.100263 | 1202.949028 | -0.030000 | 68.072500 | 45.156227 | 5.574975 | 18.735163 | 427.0 |
| 8 | 2021-01-01 01:20:00 | 306.155627 | 295.243520 | 292.068848 | 0.0 | 66.125001 | 9.912421 | 1177.437166 | -0.235000 | 67.497500 | 42.772490 | 5.838451 | 16.270514 | 427.0 |
| 9 | 2021-01-01 01:30:00 | 237.921848 | 299.820375 | 292.068848 | 0.0 | 65.555000 | 9.298698 | 1104.892221 | -0.175000 | 66.660001 | 39.347526 | 5.257816 | 23.131583 | 427.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26054 | 2021-06-30 22:20:00 | 15.860000 | 35.160000 | 31.950001 | NaN | NaN | 8.99 | 1070.989990 | NaN | NaN | NaN | 3.05 | NaN | NaN |
| 26055 | 2021-06-30 22:30:00 | 11.030000 | 34.320000 | 31.950001 | NaN | NaN | 8.99 | 1070.859985 | NaN | NaN | NaN | 3.04 | NaN | NaN |
| 26056 | 2021-06-30 22:40:00 | -8.620000 | 36.220001 | 31.950001 | NaN | NaN | 8.99 | 1070.920044 | NaN | NaN | NaN | 2.45 | NaN | NaN |
| 26057 | 2021-06-30 22:50:00 | 1.770000 | 37.759998 | 31.950001 | NaN | NaN | 8.99 | 1070.969971 | NaN | NaN | NaN | 2.88 | NaN | NaN |
| 26058 | 2021-06-30 23:00:00 | 50.680000 | 36.500000 | 31.950001 | NaN | NaN | 8.99 | 1071.099976 | NaN | NaN | NaN | 3.61 | NaN | NaN |
| 26059 | 2021-06-30 23:10:00 | 81.540001 | 42.919998 | 31.950001 | NaN | NaN | 8.99 | 1070.969971 | NaN | NaN | NaN | 3.75 | NaN | NaN |
| 26060 | 2021-06-30 23:20:00 | 95.989998 | 43.860001 | 31.950001 | NaN | NaN | 8.99 | 1070.849976 | NaN | NaN | NaN | 3.93 | NaN | NaN |
| 26061 | 2021-06-30 23:30:00 | 76.290001 | 42.529999 | 31.950001 | NaN | NaN | 8.99 | 1070.930054 | NaN | NaN | NaN | 3.83 | NaN | NaN |
| 26062 | 2021-06-30 23:40:00 | 42.889999 | 37.700001 | 31.950001 | NaN | NaN | 8.99 | 1070.729980 | NaN | NaN | NaN | 3.46 | NaN | NaN |
| 26063 | 2021-06-30 23:50:00 | 8.190000 | 39.709999 | 31.950001 | NaN | NaN | 8.99 | 1070.969971 | NaN | NaN | NaN | 2.86 | NaN | NaN |